Exam Name: Data Engineer
Certification Provider: Google
Corresponding Certification: Google Cloud Certified
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Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Maintaining and automating data workloads | 18% | - Operationalizing workloads
|
| Ingesting and processing data | 25% | - Building data pipelines
|
| Storing and managing data | 20% | - Implementing storage solutions
|
| Preparing data for analysis and machine learning | 13% | - Preparing data for ML
|
| Designing data processing systems | 24% | - Planning data solutions
|
Google Data Engineer Sample Questions:
You are running a pipeline in Cloud Dataflow that receives messages from a Cloud Pub/Sub topic and writes the results to a BigQuery dataset in the EU. Currently, your pipeline is located in europe-west4 and has a maximum of 3 workers, instance type n1-standard-1. You notice that during peak periods, your pipeline is struggling to process records in a timely fashion, when all 3 workers are at maximum CPU utilization. Which two actions can you take to increase performance of your pipeline? (Choose two.)
- A. Change the zone of your Cloud Dataflow pipeline to run in us-central1
- B. Increase the number of max workers
- C. Create a temporary table in Cloud Spanner that will act as a buffer for new data
- D. Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Bigtable to BigQuery
- E. Use a larger instance type for your Cloud Dataflow workers
- F. Create a new step in your pipeline to write to this table first, and then create a new pipeline to write from Cloud Spanner to BigQuery
- G. Create a temporary table in Cloud Bigtable that will act as a buffer for new data
Correct Answer: D,E 🗳️
As your organization expands its usage of GCP, many teams have started to create their own projects. Projects are further multiplied to accommodate different stages of deployments and target audiences. Each project requires unique access control configurations. The central IT team needs to have access to all projects. Furthermore, data from Cloud Storage buckets and BigQuery datasets must be shared for use in other projects in an ad hoc way. You want to simplify access control management by minimizing the number of policies. Which two steps should you take? Choose 2 answers.
- A. Use Cloud Deployment Manager to automate access provision.
- B. For each Cloud Storage bucket or BigQuery dataset, decide which projects need acces
- C. Introduce resource hierarchy to leverage access control policy inheritance.
- D. Only use service accounts when sharing data for Cloud Storage buckets and BigQuery datasets.
- E. Find all the active members who have access to these projects, and create a Cloud IAM policy to grant access to all these users.
- F. Create distinct groups for various teams, and specify groups in Cloud IAM policies.
Correct Answer: C,F 🗳️
When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.
- A. VPN
- B. HTTPS
- C. SOCKS
- D. HTTP
Correct Answer: C 🗳️
Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).
Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?
- A. An hourly watermark
- B. A processing time trigger
- C. The with Allowed Lateness method
- D. An event time trigger
Correct Answer: B 🗳️
Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).
An online retailer has built their current application on Google App Engine. A new initiative at the company mandates that they extend their application to allow their customers to transact directly via the application.
They need to manage their shopping transactions and analyze combined data from multiple datasets using a business intelligence (BI) tool. They want to use only a single database for this purpose. Which Google Cloud database should they choose?
- A. Cloud Datastore
- B. Cloud BigTable
- C. BigQuery
- D. Cloud SQL
Correct Answer: B 🗳️
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